
Practical Safety for Builders
AGAI 302 · Module 3
Apply AI safety thinking to real systems. This module covers prompt injection, adversarial inputs, red-teaming, deployment guardrails, monitoring, governance, and responsible release practices for tool-using and multi-agent systems.
Lessons in this module
Prompt Injection and Adversarial Inputs
Learn how attackers manipulate model context, why prompt injection is difficult to solve, and how to defend tool-using agents with layered controls.
Red-Teaming and Safety Evaluation
Learn how to test AI systems for unsafe behavior using adversarial scenarios, failure-mode analysis, evaluation sets, and continuous monitoring.
Safe Deployment and Governance
Learn practical deployment patterns and governance practices for releasing AI systems responsibly, including staged rollout, monitoring, audit logs, approval gates, and accountability.
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